Pixel Classification based Brain MR Image Segmentation

被引:0
|
作者
Chaudhari, Archana [1 ]
Pawar, Abhijit [2 ]
Kulkarni, Jayant [1 ]
机构
[1] Vishwakarma Inst Technol, Dept Instrumentat, Pune, Maharashtra, India
[2] SK Navale Med Coll, Dept Radiol, Pune, Maharashtra, India
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Brain image segmentation is challenging task for proper clinical diagnosis. Automatic segmentation of the brain into four classes namely background, cerebro spinal fluid, grey and white matter is presented in this work. Accurate segmentation of the tumor in the brain is also achieved using the proposed method. Classification of the pixels in different classes is achieved by comparing their inter class distances. The proposed method ensures average Jaccard index and Dice coefficient as 0.8173 and 0.8952 respectively.
引用
收藏
页码:462 / 465
页数:4
相关论文
共 50 条
  • [1] IMAGE SEGMENTATION BY PIXEL CLASSIFICATION
    BLANZ, WE
    REINHARDT, ER
    [J]. PATTERN RECOGNITION, 1981, 13 (04) : 293 - 298
  • [2] Color texture segmentation based on image pixel classification
    Yang, Hong-Ying
    Wang, Xiang-Yang
    Zhang, Xian-Yin
    Bu, Juan
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2012, 25 (08) : 1656 - 1669
  • [3] Microscopic image segmentation based on pixel classification and dimensionality reduction
    Benazzouz, Mourtada
    Baghli, Ismahan
    Chikh, Med Amine
    [J]. INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2013, 23 (01) : 22 - 28
  • [4] Automatic functional brain mr image segmentation using region growing and seed pixel
    Siddique, Imran
    Bajwa, Imran Sarwar
    Naveed, M. Shahid
    Choudhary, M. Abbas
    [J]. INFORMATION PROCESSING IN THE SERVICE OF MANKIND AND HEALTH, 2006, : 589 - +
  • [5] Local Entropy based Brain MR Image Segmentation
    Chaudhari, A. K.
    Kulkarni, J. V.
    [J]. PROCEEDINGS OF THE 2013 3RD IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE (IACC), 2013, : 1229 - 1233
  • [6] SVM Pixel Classification on Colour Image Segmentation
    Barui, Subhrajit
    Latha, S.
    Samiappan, Dhanalakshmi
    Muthu, P.
    [J]. PROCEEDINGS OF THE 10TH NATIONAL CONFERENCE ON MATHEMATICAL TECHNIQUES AND ITS APPLICATIONS (NCMTA 18), 2018, 1000
  • [7] DeepTumor: Framework for Brain MR Image Classification, Segmentation and Tumor Detection
    Latif, Ghazanfar
    [J]. DIAGNOSTICS, 2022, 12 (11)
  • [8] A Hybrid Extraction-Classification Method For Brain Segmentation In MR Image
    Lu, Siyu
    Lei, Ling
    Huang, Hui
    Xiao, Liang
    [J]. 2016 9TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2016), 2016, : 1381 - 1385
  • [9] Automatic cardiac MR image segmentation using edge detection by tissue classification in pixel neighborhoods
    Singleton, HR
    Pohost, GM
    [J]. MAGNETIC RESONANCE IN MEDICINE, 1997, 37 (03) : 418 - 424
  • [10] A system for MR brain image segmentation
    Dhawan, AP
    Zavaljevski, A
    Sarwal, A
    Holland, S
    Gaskill-Shipley, M
    Ball, WS
    [J]. PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5, 1997, 18 : 732 - 733